AI-Driven Price Optimization

AI ↔ AI

Competitor scraper feeds demand prediction, elasticity modeling, and pricing engine.

5 nodes · 5 edgesretail
agentapisystem
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Competitor Price Scraperagent

Crawl competitor sites and marketplaces, extract current prices for SKU set.

sequentialDemand Prediction Agent
parallelElasticity Model Agent
Demand Prediction Agentagent

Forecast 7-day demand per SKU using sales history and competitor prices.

sequentialPricing Engine
Elasticity Model Agentagent

Compute price elasticity curves per product category from historical data.

parallelPricing Engine
Pricing Engineagent

Optimize price points to maximize margin subject to volume constraints.

sequentialApply Prices
Apply Pricesapi

Push updated prices to POS system and e-commerce platform via API.

uc-price-optimization.osop.yaml
osop_version: "1.0"
id: "price-optimization"
name: "AI-Driven Price Optimization"
description: "Competitor scraper feeds demand prediction, elasticity modeling, and pricing engine."

nodes:
  - id: "scrape_competitors"
    type: "agent"
    subtype: "worker"
    name: "Competitor Price Scraper"
    description: "Crawl competitor sites and marketplaces, extract current prices for SKU set."
    timeout_sec: 120

  - id: "demand_prediction"
    type: "agent"
    subtype: "llm"
    name: "Demand Prediction Agent"
    description: "Forecast 7-day demand per SKU using sales history and competitor prices."

  - id: "elasticity_model"
    type: "agent"
    subtype: "llm"
    name: "Elasticity Model Agent"
    description: "Compute price elasticity curves per product category from historical data."

  - id: "pricing_engine"
    type: "agent"
    subtype: "llm"
    name: "Pricing Engine"
    description: "Optimize price points to maximize margin subject to volume constraints."

  - id: "apply_prices"
    type: "api"
    name: "Apply Prices"
    description: "Push updated prices to POS system and e-commerce platform via API."

edges:
  - from: "scrape_competitors"
    to: "demand_prediction"
    mode: "sequential"
  - from: "scrape_competitors"
    to: "elasticity_model"
    mode: "parallel"
  - from: "demand_prediction"
    to: "pricing_engine"
    mode: "sequential"
  - from: "elasticity_model"
    to: "pricing_engine"
    mode: "parallel"
  - from: "pricing_engine"
    to: "apply_prices"
    mode: "sequential"